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A Comparison of Spatially Varying Regression Coefficient Estimates Using Geographically Weighted and Spatial‐Filter‐Based Techniques
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Geographically weighted regression (GWR) is a technique that explores spatial nonstationarity in data‐generating processes by allowing regression coefficients to vary spatially. It is a widely applied technique across domains because it is intuitive and conforms to the well‐understood framework of regression. An alternative method to GWR that has been suggested is spatial filtering, which it has been argued provides a superior alternative to GWR by producing spatially varying regression coefficients that are not correlated with each other and which display less spatial autocorrelation. It is, therefore, worthwhile to examine these claims by comparing the output from both methods. We do this by using simulated data that represent two sets of spatially varying processes and examining how well both techniques replicate the known local parameter values. The article finds no support that spatial filtering produces local parameter estimates with superior properties. The results indicate that the original spatial filtering specification is prone to overfitting and is generally inferior to GWR, while an alternative specification that minimizes the mean square error (MSE) of coefficient estimates produces results that are similar to GWR. However, since we generally do not know the true coefficients, the MSE minimizing specification is impractical for applied research. 相似文献
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Stewart Beale 《The Seventeenth century》2018,33(2):195-217
This article examines petitions submitted by royalist widows to the House of Lords during the first few months of the Restoration. The husbands of these women had been tried and executed for treason during the 1640s and 1650s for their perceived loyalty to the royalist cause, prompting their spouses to demand retribution against their judges and jurors. As the Convention Parliament deliberated over the Act of Indemnity during the summer of 1660, these aggrieved widows were presented with an opportunity to ensure that the men they held responsible for their husband’s deaths were brought to account. By assessing the petitioning strategies adopted by these women and the government’s responses to their demands, the article throws light on a group of war widows who have received little scholarly attention. It is argued that whilst these women were largely unsuccessful, their efforts represent a significant aspect of female activism during the seventeenth century. 相似文献
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The most recent addition to the U.S. Constitution is also one of the first proposed amendments. The 27th Amendment restricts change to congressional salaries until after the next election. First drafted by James Madison and approved by Congress in 1789, the proposal was among a package of 12 items sent to the states. Ten of those proposed amendments were ratified and became known as the Bill of Rights. The others languished with only occasional attention by constitutional scholars. In the early 1980s, an undergraduate student at the University of Texas wrote a term paper arguing for adoption of the limits on congressional pay raises. After receiving a C grade from his teaching assistant and instructor, the student rejected the opinions of his teachers and independently pursued the adoption of Madison's proposal. Gregory Watson single-handedly mounted a letter-writing and lobbying campaign that caused state legislators to redirect their attention to the proposed amendment. In 1992, following a most unusual ratification process—including certification by the Archivist of the United States—the measure became the 27th Amendment. In this article, we trace the history of the amendment, demonstrate that its impact has been more symbolic than substantive, and argue that Congress needs to reassert its authority over the amendment process in line with the letter and spirit of Article V. The 27th Amendment has a peculiar constitutional history, and there are lessons we should learn from that experience. 相似文献
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ABSTRACTThis paper examines the memorialisation of the Sherwood Foresters who fought during the Easter Rising of 1916 in Dublin. These men, from Nottinghamshire and Derbyshire in the English midlands, suffered the greatest casualties of the British regiments involved in the insurrection, and participated in the firing squads that executed the rebel leaders. Yet the public and artistic memorialising of these English soldiers is not widely known, and this interdisciplinary paper seeks to tell the unfamiliar story of what happened to the Sherwood Foresters after the fighting of Easter Week ceased. We use archival material in order to explore how, at the time of the Rising, these men believed that they would be remembered. We examine the way that the Sherwood Foresters of Easter Week subsequently appeared in literature and drama. And we analyse the way that those soldiers have been commemorated in funerary memorials. 相似文献